Beyond Energy: When Sustainability Dimensions Reshape LLM Serving Decisions
cs.CY, cs.DC, cs.LG, cs.PF
Submitted: 2026-09-28
Updated: 2026-09-28
Sources
- The Llama 3 Herd of Models
- How Hungry is AI? Benchmarking Energy, Water, and Carbon Footprint of LLM Inference
- Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale
- RepoBench: Benchmarking Repository-Level Code Auto-Completion Systems
- gpt-oss-120b & gpt-oss-20b Model Card
- Carbon Emissions and Large Neural Network Training
- Qwen3 Technical Report
- Intelligence per Watt: Measuring Intelligence Efficiency of Local AI
- Systematic Characterization of LLM Quantization: A Performance, Energy, and Quality Perspective
Related papers
- Reasoning Enhances Robustness to Prompt Injection in LLM-Based Consensus
- Generative AI Purpose-built for Social and Mental Health: A Real-World Pilot
- PersonaMem-v3: Toward Omni-Platform Personal Intelligence for Holistic User Understanding, Recommendation, and Agentic Tasks
- What is an intelligent system?
- AI University: An LLM-Powered Learning Assistant for Engineering---A Finite Element Method Case Study
- Generative AI Use in Entrepreneurship: An Integrative Review and an Empowerment-Entrapment Framework